Introduction to stochastic processes -- Brownian motion -- Elements of Martingale theory -- Analytic tools for Brownian motion -- Stochastic integration -- Stochastic differential equations -- The Martingale problem -- Probability theory and partial differential equations -- Gaussian solutions -- Jump Markov processes -- Invariant measures and ergodicity -- Large deviations for diffusions.